Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 72828 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 13254 |
| Duplicate rows (%) | 18.2% |
| Total size in memory | 29.9 MiB |
| Average record size in memory | 430.6 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 12 |
num_outbound_cmds has constant value "0" | Constant |
is_host_login has constant value "0" | Constant |
| Dataset has 13254 (18.2%) duplicate rows | Duplicates |
diff_srv_rate is highly overall correlated with dst_host_count and 6 other fields | High correlation |
dst_host_count is highly overall correlated with diff_srv_rate and 2 other fields | High correlation |
dst_host_rerror_rate is highly overall correlated with dst_host_srv_rerror_rate and 1 other fields | High correlation |
dst_host_same_src_port_rate is highly overall correlated with dst_host_count | High correlation |
dst_host_same_srv_rate is highly overall correlated with diff_srv_rate and 7 other fields | High correlation |
dst_host_serror_rate is highly overall correlated with diff_srv_rate and 5 other fields | High correlation |
dst_host_srv_count is highly overall correlated with diff_srv_rate and 5 other fields | High correlation |
dst_host_srv_rerror_rate is highly overall correlated with dst_host_rerror_rate and 1 other fields | High correlation |
dst_host_srv_serror_rate is highly overall correlated with diff_srv_rate and 4 other fields | High correlation |
flag is highly overall correlated with logged_in | High correlation |
hot is highly overall correlated with is_guest_login and 1 other fields | High correlation |
is_guest_login is highly overall correlated with hot | High correlation |
land is highly overall correlated with outcome | High correlation |
logged_in is highly overall correlated with dst_host_same_srv_rate and 3 other fields | High correlation |
num_compromised is highly overall correlated with hot | High correlation |
outcome is highly overall correlated with land and 3 other fields | High correlation |
protocol_type is highly overall correlated with outcome and 1 other fields | High correlation |
rerror_rate is highly overall correlated with dst_host_rerror_rate and 1 other fields | High correlation |
root_shell is highly overall correlated with su_attempted | High correlation |
serror_rate is highly overall correlated with diff_srv_rate and 5 other fields | High correlation |
src_bytes is highly overall correlated with diff_srv_rate and 5 other fields | High correlation |
srv_count is highly overall correlated with protocol_type | High correlation |
su_attempted is highly overall correlated with root_shell | High correlation |
wrong_fragment is highly overall correlated with outcome | High correlation |
flag is highly imbalanced (55.8%) | Imbalance |
land is highly imbalanced (99.6%) | Imbalance |
wrong_fragment is highly imbalanced (95.0%) | Imbalance |
root_shell is highly imbalanced (98.5%) | Imbalance |
su_attempted is highly imbalanced (99.5%) | Imbalance |
num_shells is highly imbalanced (99.7%) | Imbalance |
is_guest_login is highly imbalanced (92.4%) | Imbalance |
outcome is highly imbalanced (58.9%) | Imbalance |
src_bytes is highly skewed (γ1 = 259.722746) | Skewed |
num_failed_logins is highly skewed (γ1 = 49.73817286) | Skewed |
num_compromised is highly skewed (γ1 = 174.9976236) | Skewed |
num_root is highly skewed (γ1 = 171.7050287) | Skewed |
num_file_creations is highly skewed (γ1 = 54.76947873) | Skewed |
num_access_files is highly skewed (γ1 = 45.63645767) | Skewed |
duration has 67035 (92.0%) zeros | Zeros |
src_bytes has 28573 (39.2%) zeros | Zeros |
hot has 71330 (97.9%) zeros | Zeros |
num_failed_logins has 72747 (99.9%) zeros | Zeros |
num_compromised has 72123 (99.0%) zeros | Zeros |
num_root has 72428 (99.5%) zeros | Zeros |
num_file_creations has 72658 (99.8%) zeros | Zeros |
num_access_files has 72605 (99.7%) zeros | Zeros |
serror_rate has 50126 (68.8%) zeros | Zeros |
rerror_rate has 63523 (87.2%) zeros | Zeros |
diff_srv_rate has 43977 (60.4%) zeros | Zeros |
srv_diff_host_rate has 56527 (77.6%) zeros | Zeros |
dst_host_same_srv_rate has 3926 (5.4%) zeros | Zeros |
dst_host_same_src_port_rate has 36591 (50.2%) zeros | Zeros |
dst_host_serror_rate has 46954 (64.5%) zeros | Zeros |
dst_host_srv_serror_rate has 49363 (67.8%) zeros | Zeros |
dst_host_rerror_rate has 59674 (81.9%) zeros | Zeros |
dst_host_srv_rerror_rate has 61716 (84.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-25 11:59:13.152034 |
|---|---|
| Analysis finished | 2024-10-25 12:00:23.248977 |
| Duration | 1 minute and 10.1 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
duration
Real number (ℝ)
ZEROS
| Distinct | 1425 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 282.61953 |
| Minimum | 0 |
|---|---|
| Maximum | 42908 |
| Zeros | 67035 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 42908 |
| Range | 42908 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2582.9554 |
|---|---|
| Coefficient of variation (CV) | 9.1393381 |
| Kurtosis | 158.94455 |
| Mean | 282.61953 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.994575 |
| Sum | 20582615 |
| Variance | 6671658.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 67035 | |
| 1 | 1113 | 1.5% |
| 2 | 501 | 0.7% |
| 3 | 330 | 0.5% |
| 4 | 206 | 0.3% |
| 5 | 202 | 0.3% |
| 6 | 116 | 0.2% |
| 27 | 108 | 0.1% |
| 28 | 100 | 0.1% |
| 10 | 73 | 0.1% |
| Other values (1415) | 3044 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 67035 | |
| 1 | 1113 | 1.5% |
| 2 | 501 | 0.7% |
| 3 | 330 | 0.5% |
| 4 | 206 | 0.3% |
| 5 | 202 | 0.3% |
| 6 | 116 | 0.2% |
| 7 | 68 | 0.1% |
| 8 | 47 | 0.1% |
| 9 | 52 | 0.1% |
| Value | Count | Frequency (%) |
| 42908 | 1 | |
| 42746 | 1 | |
| 42679 | 1 | |
| 42658 | 2 | |
| 42616 | 1 | |
| 42569 | 1 | |
| 42492 | 1 | |
| 42428 | 1 | |
| 42406 | 1 | |
| 42384 | 2 |
protocol_type
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| tcp | |
|---|---|
| udp | |
| icmp | 4836 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.066403 |
| Min length | 3 |
Characters and Unicode
| Total characters | 223320 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tcp |
|---|---|
| 2nd row | udp |
| 3rd row | udp |
| 4th row | tcp |
| 5th row | udp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 59207 | |
| udp | 8785 | 12.1% |
| icmp | 4836 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 59207 | |
| udp | 8785 | 12.1% |
| icmp | 4836 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 72828 | |
| c | 64043 | |
| t | 59207 | |
| u | 8785 | 3.9% |
| d | 8785 | 3.9% |
| i | 4836 | 2.2% |
| m | 4836 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 223320 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| p | 72828 | |
| c | 64043 | |
| t | 59207 | |
| u | 8785 | 3.9% |
| d | 8785 | 3.9% |
| i | 4836 | 2.2% |
| m | 4836 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 223320 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| p | 72828 | |
| c | 64043 | |
| t | 59207 | |
| u | 8785 | 3.9% |
| d | 8785 | 3.9% |
| i | 4836 | 2.2% |
| m | 4836 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 223320 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| p | 72828 | |
| c | 64043 | |
| t | 59207 | |
| u | 8785 | 3.9% |
| d | 8785 | 3.9% |
| i | 4836 | 2.2% |
| m | 4836 | 2.2% |
flag
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.1 MiB |
| SF | |
|---|---|
| S0 | |
| REJ | |
| RSTR | 1364 |
| RSTO | 891 |
| Other values (6) | 596 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1550914 |
| Min length | 2 |
Characters and Unicode
| Total characters | 156951 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SH |
|---|---|
| 2nd row | SF |
| 3rd row | SF |
| 4th row | S0 |
| 5th row | SF |
Common Values
| Value | Count | Frequency (%) |
| SF | 43298 | |
| S0 | 20191 | |
| REJ | 6488 | 8.9% |
| RSTR | 1364 | 1.9% |
| RSTO | 891 | 1.2% |
| S1 | 245 | 0.3% |
| SH | 147 | 0.2% |
| S2 | 72 | 0.1% |
| RSTOS0 | 67 | 0.1% |
| S3 | 36 | < 0.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| sf | 43298 | |
| s0 | 20191 | |
| rej | 6488 | 8.9% |
| rstr | 1364 | 1.9% |
| rsto | 891 | 1.2% |
| s1 | 245 | 0.3% |
| sh | 147 | 0.2% |
| s2 | 72 | 0.1% |
| rstos0 | 67 | 0.1% |
| s3 | 36 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 66378 | |
| F | 43298 | |
| 0 | 20258 | 12.9% |
| R | 10174 | 6.5% |
| E | 6488 | 4.1% |
| J | 6488 | 4.1% |
| T | 2351 | 1.5% |
| O | 987 | 0.6% |
| 1 | 245 | 0.2% |
| H | 176 | 0.1% |
| Other values (2) | 108 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 156951 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 66378 | |
| F | 43298 | |
| 0 | 20258 | 12.9% |
| R | 10174 | 6.5% |
| E | 6488 | 4.1% |
| J | 6488 | 4.1% |
| T | 2351 | 1.5% |
| O | 987 | 0.6% |
| 1 | 245 | 0.2% |
| H | 176 | 0.1% |
| Other values (2) | 108 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 156951 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 66378 | |
| F | 43298 | |
| 0 | 20258 | 12.9% |
| R | 10174 | 6.5% |
| E | 6488 | 4.1% |
| J | 6488 | 4.1% |
| T | 2351 | 1.5% |
| O | 987 | 0.6% |
| 1 | 245 | 0.2% |
| H | 176 | 0.1% |
| Other values (2) | 108 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 156951 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 66378 | |
| F | 43298 | |
| 0 | 20258 | 12.9% |
| R | 10174 | 6.5% |
| E | 6488 | 4.1% |
| J | 6488 | 4.1% |
| T | 2351 | 1.5% |
| O | 987 | 0.6% |
| 1 | 245 | 0.2% |
| H | 176 | 0.1% |
| Other values (2) | 108 | 0.1% |
src_bytes
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 2400 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18221.841 |
| Minimum | 0 |
|---|---|
| Maximum | 6.2156866 × 108 |
| Zeros | 28573 |
| Zeros (%) | 39.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44 |
| Q3 | 276 |
| 95-th percentile | 1480 |
| Maximum | 6.2156866 × 108 |
| Range | 6.2156866 × 108 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 2335226.1 |
|---|---|
| Coefficient of variation (CV) | 128.15534 |
| Kurtosis | 68944.986 |
| Mean | 18221.841 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 259.72275 |
| Sum | 1.3270602 × 109 |
| Variance | 5.4532811 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 28573 | |
| 8 | 2125 | 2.9% |
| 1 | 1415 | 1.9% |
| 44 | 1390 | 1.9% |
| 45 | 1219 | 1.7% |
| 1032 | 1218 | 1.7% |
| 46 | 745 | 1.0% |
| 43 | 737 | 1.0% |
| 105 | 602 | 0.8% |
| 147 | 542 | 0.7% |
| Other values (2390) | 34262 |
| Value | Count | Frequency (%) |
| 0 | 28573 | |
| 1 | 1415 | 1.9% |
| 4 | 1 | < 0.1% |
| 5 | 18 | < 0.1% |
| 6 | 84 | 0.1% |
| 7 | 71 | 0.1% |
| 8 | 2125 | 2.9% |
| 9 | 113 | 0.2% |
| 10 | 108 | 0.1% |
| 11 | 29 | < 0.1% |
| Value | Count | Frequency (%) |
| 621568663 | 1 | < 0.1% |
| 89581520 | 1 | < 0.1% |
| 21945520 | 1 | < 0.1% |
| 18828976 | 1 | < 0.1% |
| 11396904 | 3 | < 0.1% |
| 7847476 | 1 | < 0.1% |
| 7248552 | 1 | < 0.1% |
| 5135678 | 8 | < 0.1% |
| 5133876 | 21 | |
| 5131424 | 4 | < 0.1% |
land
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72807 | |
| 1 | 21 | < 0.1% |
wrong_fragment
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 3 | 516 |
| 1 | 122 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72190 | |
| 3 | 516 | 0.7% |
| 1 | 122 | 0.2% |
hot
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20290273 |
| Minimum | 0 |
|---|---|
| Maximum | 44 |
| Zeros | 71330 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 44 |
| Range | 44 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1411296 |
|---|---|
| Coefficient of variation (CV) | 10.552493 |
| Kurtosis | 159.25915 |
| Mean | 0.20290273 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.43773 |
| Sum | 14777 |
| Variance | 4.5844358 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 0 | 71330 | |
| 2 | 585 | 0.8% |
| 1 | 204 | 0.3% |
| 30 | 158 | 0.2% |
| 28 | 146 | 0.2% |
| 6 | 83 | 0.1% |
| 4 | 72 | 0.1% |
| 5 | 49 | 0.1% |
| 24 | 43 | 0.1% |
| 19 | 38 | 0.1% |
| Other values (12) | 120 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 71330 | |
| 1 | 204 | 0.3% |
| 2 | 585 | 0.8% |
| 3 | 22 | < 0.1% |
| 4 | 72 | 0.1% |
| 5 | 49 | 0.1% |
| 6 | 83 | 0.1% |
| 7 | 7 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 44 | 2 | < 0.1% |
| 30 | 158 | |
| 28 | 146 | |
| 24 | 43 | 0.1% |
| 22 | 24 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 8 | < 0.1% |
| 19 | 38 | 0.1% |
| 18 | 26 | < 0.1% |
| 15 | 2 | < 0.1% |
num_failed_logins
Real number (ℝ)
SKEWED ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0016751799 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 72747 |
| Zeros (%) | 99.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.059956322 |
|---|---|
| Coefficient of variation (CV) | 35.790976 |
| Kurtosis | 3024.3313 |
| Mean | 0.0016751799 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 49.738173 |
| Sum | 122 |
| Variance | 0.0035947606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 72747 | |
| 1 | 60 | 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 8 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72747 | |
| 1 | 60 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 2 | < 0.1% |
| 4 | 3 | < 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 8 | < 0.1% |
| 1 | 60 | 0.1% |
| 0 | 72747 |
logged_in
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44199 | |
| 1 | 28629 |
num_compromised
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40609381 |
| Minimum | 0 |
|---|---|
| Maximum | 7479 |
| Zeros | 72123 |
| Zeros (%) | 99.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7479 |
| Range | 7479 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.408666 |
|---|---|
| Coefficient of variation (CV) | 99.505742 |
| Kurtosis | 32234.31 |
| Mean | 0.40609381 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 174.99762 |
| Sum | 29575 |
| Variance | 1632.8603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 0 | 72123 | |
| 1 | 542 | 0.7% |
| 2 | 53 | 0.1% |
| 3 | 21 | < 0.1% |
| 4 | 16 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 6 | < 0.1% |
| 345 | 4 | < 0.1% |
| 7 | 3 | < 0.1% |
| 622 | 3 | < 0.1% |
| Other values (34) | 44 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72123 | |
| 1 | 542 | 0.7% |
| 2 | 53 | 0.1% |
| 3 | 21 | < 0.1% |
| 4 | 16 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7479 | 2 | |
| 884 | 1 | < 0.1% |
| 809 | 2 | |
| 716 | 1 | < 0.1% |
| 691 | 1 | < 0.1% |
| 622 | 3 | |
| 558 | 1 | < 0.1% |
| 543 | 2 | |
| 462 | 2 | |
| 457 | 1 | < 0.1% |
root_shell
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 1 | 96 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72732 | |
| 1 | 96 | 0.1% |
su_attempted
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 2 | 35 |
| 1 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72780 | |
| 2 | 35 | < 0.1% |
| 1 | 13 | < 0.1% |
num_root
Real number (ℝ)
SKEWED ZEROS
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43203164 |
| Minimum | 0 |
|---|---|
| Maximum | 7468 |
| Zeros | 72428 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7468 |
| Range | 7468 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.631349 |
|---|---|
| Coefficient of variation (CV) | 94.047161 |
| Kurtosis | 31355.495 |
| Mean | 0.43203164 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 171.70503 |
| Sum | 31464 |
| Variance | 1650.9065 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0 | 72428 | |
| 1 | 163 | 0.2% |
| 6 | 80 | 0.1% |
| 9 | 77 | 0.1% |
| 2 | 15 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 3 | 6 | < 0.1% |
| 390 | 4 | < 0.1% |
| 684 | 3 | < 0.1% |
| Other values (29) | 36 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72428 | |
| 1 | 163 | 0.2% |
| 2 | 15 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 80 | 0.1% |
| 7 | 1 | < 0.1% |
| 9 | 77 | 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7468 | 2 | |
| 993 | 1 | < 0.1% |
| 889 | 2 | |
| 789 | 1 | < 0.1% |
| 766 | 1 | < 0.1% |
| 684 | 3 | |
| 629 | 1 | < 0.1% |
| 610 | 2 | |
| 512 | 2 | |
| 508 | 1 | < 0.1% |
num_file_creations
Real number (ℝ)
SKEWED ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.012096996 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 72658 |
| Zeros (%) | 99.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4551408 |
|---|---|
| Coefficient of variation (CV) | 37.624284 |
| Kurtosis | 3510.0595 |
| Mean | 0.012096996 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 54.769479 |
| Sum | 881 |
| Variance | 0.20715315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 72658 | |
| 1 | 94 | 0.1% |
| 2 | 24 | < 0.1% |
| 4 | 7 | < 0.1% |
| 8 | 6 | < 0.1% |
| 15 | 6 | < 0.1% |
| 17 | 4 | < 0.1% |
| 7 | 3 | < 0.1% |
| 18 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| Other values (17) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72658 | |
| 1 | 94 | 0.1% |
| 2 | 24 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 7 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40 | 2 | |
| 33 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 26 | 2 | |
| 25 | 2 | |
| 22 | 1 | |
| 21 | 1 | |
| 20 | 1 | |
| 18 | 2 |
num_shells
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 1 | 22 |
| 2 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72802 | |
| 1 | 22 | < 0.1% |
| 2 | 4 | < 0.1% |
num_access_files
Real number (ℝ)
SKEWED ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0040506399 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 72605 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.094459433 |
|---|---|
| Coefficient of variation (CV) | 23.319633 |
| Kurtosis | 2984.7811 |
| Mean | 0.0040506399 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 45.636458 |
| Sum | 295 |
| Variance | 0.0089225845 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 72605 | |
| 1 | 191 | 0.3% |
| 2 | 19 | < 0.1% |
| 3 | 5 | < 0.1% |
| 8 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72605 | |
| 1 | 191 | 0.3% |
| 2 | 19 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 19 | < 0.1% |
| 1 | 191 | 0.3% |
| 0 | 72605 |
num_outbound_cmds
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72828 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
is_host_login
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72828 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72828 |
is_guest_login
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 MiB |
| 0 | |
|---|---|
| 1 | 677 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 72828 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72151 | |
| 1 | 677 | 0.9% |
srv_count
Real number (ℝ)
HIGH CORRELATION
| Distinct | 480 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.819726 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 18 |
| 95-th percentile | 158 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 72.782732 |
|---|---|
| Coefficient of variation (CV) | 2.6162275 |
| Kurtosis | 24.173804 |
| Mean | 27.819726 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.6856117 |
| Sum | 2026055 |
| Variance | 5297.326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 14733 | |
| 2 | 7444 | 10.2% |
| 3 | 3657 | 5.0% |
| 4 | 3149 | 4.3% |
| 5 | 2641 | 3.6% |
| 6 | 2427 | 3.3% |
| 7 | 2240 | 3.1% |
| 8 | 2182 | 3.0% |
| 9 | 2019 | 2.8% |
| 10 | 1954 | 2.7% |
| Other values (470) | 30382 |
| Value | Count | Frequency (%) |
| 0 | 6 | < 0.1% |
| 1 | 14733 | |
| 2 | 7444 | |
| 3 | 3657 | 5.0% |
| 4 | 3149 | 4.3% |
| 5 | 2641 | 3.6% |
| 6 | 2427 | 3.3% |
| 7 | 2240 | 3.1% |
| 8 | 2182 | 3.0% |
| 9 | 2019 | 2.8% |
| Value | Count | Frequency (%) |
| 511 | 615 | |
| 510 | 86 | 0.1% |
| 509 | 23 | < 0.1% |
| 508 | 5 | < 0.1% |
| 503 | 1 | < 0.1% |
| 502 | 2 | < 0.1% |
| 499 | 3 | < 0.1% |
| 498 | 1 | < 0.1% |
| 497 | 1 | < 0.1% |
| 496 | 1 | < 0.1% |
serror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 83 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28556393 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 50126 |
| Zeros (%) | 68.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44699527 |
|---|---|
| Coefficient of variation (CV) | 1.5653072 |
| Kurtosis | -1.066126 |
| Mean | 0.28556393 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.95730909 |
| Sum | 20797.05 |
| Variance | 0.19980477 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 50126 | |
| 1 | 19994 | 27.5% |
| 0.5 | 269 | 0.4% |
| 0.33 | 192 | 0.3% |
| 0.06 | 187 | 0.3% |
| 0.07 | 166 | 0.2% |
| 0.99 | 152 | 0.2% |
| 0.08 | 139 | 0.2% |
| 0.25 | 118 | 0.2% |
| 0.01 | 114 | 0.2% |
| Other values (73) | 1371 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 50126 | |
| 0.01 | 114 | 0.2% |
| 0.02 | 57 | 0.1% |
| 0.03 | 85 | 0.1% |
| 0.04 | 83 | 0.1% |
| 0.05 | 104 | 0.1% |
| 0.06 | 187 | 0.3% |
| 0.07 | 166 | 0.2% |
| 0.08 | 139 | 0.2% |
| 0.09 | 110 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 19994 | |
| 0.99 | 152 | 0.2% |
| 0.98 | 37 | 0.1% |
| 0.97 | 48 | 0.1% |
| 0.96 | 18 | < 0.1% |
| 0.95 | 7 | < 0.1% |
| 0.94 | 14 | < 0.1% |
| 0.93 | 11 | < 0.1% |
| 0.92 | 7 | < 0.1% |
| 0.91 | 3 | < 0.1% |
rerror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11913303 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 63523 |
| Zeros (%) | 87.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.31939847 |
|---|---|
| Coefficient of variation (CV) | 2.6810238 |
| Kurtosis | 3.50396 |
| Mean | 0.11913303 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.337687 |
| Sum | 8676.22 |
| Variance | 0.10201539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 63523 | |
| 1 | 7388 | 10.1% |
| 0.93 | 140 | 0.2% |
| 0.9 | 135 | 0.2% |
| 0.92 | 131 | 0.2% |
| 0.89 | 116 | 0.2% |
| 0.5 | 103 | 0.1% |
| 0.91 | 93 | 0.1% |
| 0.88 | 81 | 0.1% |
| 0.95 | 81 | 0.1% |
| Other values (68) | 1037 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 63523 | |
| 0.01 | 36 | < 0.1% |
| 0.02 | 42 | 0.1% |
| 0.03 | 65 | 0.1% |
| 0.04 | 28 | < 0.1% |
| 0.05 | 12 | < 0.1% |
| 0.06 | 14 | < 0.1% |
| 0.07 | 16 | < 0.1% |
| 0.08 | 12 | < 0.1% |
| 0.09 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 7388 | |
| 0.99 | 8 | < 0.1% |
| 0.98 | 11 | < 0.1% |
| 0.97 | 16 | < 0.1% |
| 0.96 | 33 | < 0.1% |
| 0.95 | 81 | 0.1% |
| 0.94 | 76 | 0.1% |
| 0.93 | 140 | 0.2% |
| 0.92 | 131 | 0.2% |
| 0.91 | 93 | 0.1% |
diff_srv_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 87 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063142198 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 43977 |
| Zeros (%) | 60.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.18036508 |
|---|---|
| Coefficient of variation (CV) | 2.8564904 |
| Kurtosis | 18.885304 |
| Mean | 0.063142198 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3780524 |
| Sum | 4598.52 |
| Variance | 0.032531563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 43977 | |
| 0.06 | 11131 | 15.3% |
| 0.07 | 5434 | 7.5% |
| 0.05 | 4021 | 5.5% |
| 1 | 2000 | 2.7% |
| 0.08 | 1079 | 1.5% |
| 0.01 | 559 | 0.8% |
| 0.09 | 367 | 0.5% |
| 0.04 | 357 | 0.5% |
| 0.5 | 309 | 0.4% |
| Other values (77) | 3594 | 4.9% |
| Value | Count | Frequency (%) |
| 0 | 43977 | |
| 0.01 | 559 | 0.8% |
| 0.02 | 159 | 0.2% |
| 0.03 | 173 | 0.2% |
| 0.04 | 357 | 0.5% |
| 0.05 | 4021 | 5.5% |
| 0.06 | 11131 | 15.3% |
| 0.07 | 5434 | 7.5% |
| 0.08 | 1079 | 1.5% |
| 0.09 | 367 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 2000 | |
| 0.99 | 21 | < 0.1% |
| 0.97 | 2 | < 0.1% |
| 0.96 | 16 | < 0.1% |
| 0.95 | 20 | < 0.1% |
| 0.92 | 3 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.88 | 1 | < 0.1% |
| 0.87 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
srv_diff_host_rate
Real number (ℝ)
ZEROS
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.096603641 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 56527 |
| Zeros (%) | 77.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.25914335 |
|---|---|
| Coefficient of variation (CV) | 2.6825423 |
| Kurtosis | 6.9039062 |
| Mean | 0.096603641 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8753355 |
| Sum | 7035.45 |
| Variance | 0.067155278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 56527 | |
| 1 | 4690 | 6.4% |
| 0.01 | 1668 | 2.3% |
| 0.67 | 570 | 0.8% |
| 0.5 | 570 | 0.8% |
| 0.12 | 489 | 0.7% |
| 0.02 | 475 | 0.7% |
| 0.33 | 472 | 0.6% |
| 0.25 | 443 | 0.6% |
| 0.11 | 423 | 0.6% |
| Other values (45) | 6501 | 8.9% |
| Value | Count | Frequency (%) |
| 0 | 56527 | |
| 0.01 | 1668 | 2.3% |
| 0.02 | 475 | 0.7% |
| 0.03 | 121 | 0.2% |
| 0.04 | 108 | 0.1% |
| 0.05 | 178 | 0.2% |
| 0.06 | 292 | 0.4% |
| 0.07 | 284 | 0.4% |
| 0.08 | 340 | 0.5% |
| 0.09 | 364 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 4690 | |
| 0.83 | 4 | < 0.1% |
| 0.8 | 32 | < 0.1% |
| 0.75 | 125 | 0.2% |
| 0.71 | 2 | < 0.1% |
| 0.67 | 570 | 0.8% |
| 0.62 | 4 | < 0.1% |
| 0.6 | 80 | 0.1% |
| 0.57 | 14 | < 0.1% |
| 0.56 | 7 | < 0.1% |
dst_host_count
Real number (ℝ)
HIGH CORRELATION
| Distinct | 256 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.78214 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 83 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 172 |
Descriptive statistics
| Standard deviation | 99.006651 |
|---|---|
| Coefficient of variation (CV) | 0.54166479 |
| Kurtosis | -1.0421691 |
| Mean | 182.78214 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.84731409 |
| Sum | 13311658 |
| Variance | 9802.3169 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 255 | 43069 | |
| 1 | 1753 | 2.4% |
| 2 | 1628 | 2.2% |
| 3 | 811 | 1.1% |
| 4 | 672 | 0.9% |
| 6 | 414 | 0.6% |
| 5 | 375 | 0.5% |
| 7 | 371 | 0.5% |
| 8 | 351 | 0.5% |
| 10 | 323 | 0.4% |
| Other values (246) | 23061 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 1753 | |
| 2 | 1628 | |
| 3 | 811 | |
| 4 | 672 | 0.9% |
| 5 | 375 | 0.5% |
| 6 | 414 | 0.6% |
| 7 | 371 | 0.5% |
| 8 | 351 | 0.5% |
| 9 | 296 | 0.4% |
| Value | Count | Frequency (%) |
| 255 | 43069 | |
| 254 | 36 | < 0.1% |
| 253 | 42 | 0.1% |
| 252 | 50 | 0.1% |
| 251 | 55 | 0.1% |
| 250 | 54 | 0.1% |
| 249 | 49 | 0.1% |
| 248 | 43 | 0.1% |
| 247 | 42 | 0.1% |
| 246 | 62 | 0.1% |
dst_host_srv_count
Real number (ℝ)
HIGH CORRELATION
| Distinct | 256 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.50869 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 11 |
| median | 62 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 244 |
Descriptive statistics
| Standard deviation | 110.67025 |
|---|---|
| Coefficient of variation (CV) | 0.95811185 |
| Kurtosis | -1.7554607 |
| Mean | 115.50869 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 0.28667906 |
| Sum | 8412267 |
| Variance | 12247.903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 255 | 20615 | |
| 1 | 4805 | 6.6% |
| 2 | 2974 | 4.1% |
| 3 | 1602 | 2.2% |
| 4 | 1453 | 2.0% |
| 254 | 1363 | 1.9% |
| 5 | 1325 | 1.8% |
| 20 | 1306 | 1.8% |
| 6 | 1298 | 1.8% |
| 19 | 1291 | 1.8% |
| Other values (246) | 34796 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 4805 | |
| 2 | 2974 | |
| 3 | 1602 | 2.2% |
| 4 | 1453 | 2.0% |
| 5 | 1325 | 1.8% |
| 6 | 1298 | 1.8% |
| 7 | 1222 | 1.7% |
| 8 | 1221 | 1.7% |
| 9 | 1157 | 1.6% |
| Value | Count | Frequency (%) |
| 255 | 20615 | |
| 254 | 1363 | 1.9% |
| 253 | 282 | 0.4% |
| 252 | 125 | 0.2% |
| 251 | 234 | 0.3% |
| 250 | 180 | 0.2% |
| 249 | 145 | 0.2% |
| 248 | 118 | 0.2% |
| 247 | 119 | 0.2% |
| 246 | 108 | 0.1% |
dst_host_same_srv_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52004916 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3926 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.5 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.44867177 |
|---|---|
| Coefficient of variation (CV) | 0.86274877 |
| Kurtosis | -1.8834592 |
| Mean | 0.52004916 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.0047724314 |
| Sum | 37874.14 |
| Variance | 0.20130636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 28180 | |
| 0.01 | 4488 | 6.2% |
| 0 | 3926 | 5.4% |
| 0.02 | 3792 | 5.2% |
| 0.07 | 3314 | 4.6% |
| 0.04 | 3103 | 4.3% |
| 0.05 | 2841 | 3.9% |
| 0.03 | 2340 | 3.2% |
| 0.06 | 2049 | 2.8% |
| 0.08 | 1622 | 2.2% |
| Other values (91) | 17173 |
| Value | Count | Frequency (%) |
| 0 | 3926 | |
| 0.01 | 4488 | |
| 0.02 | 3792 | |
| 0.03 | 2340 | |
| 0.04 | 3103 | |
| 0.05 | 2841 | |
| 0.06 | 2049 | |
| 0.07 | 3314 | |
| 0.08 | 1622 | 2.2% |
| 0.09 | 1022 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 28180 | |
| 0.99 | 406 | 0.6% |
| 0.98 | 496 | 0.7% |
| 0.97 | 278 | 0.4% |
| 0.96 | 408 | 0.6% |
| 0.95 | 376 | 0.5% |
| 0.94 | 216 | 0.3% |
| 0.93 | 274 | 0.4% |
| 0.92 | 202 | 0.3% |
| 0.91 | 229 | 0.3% |
dst_host_same_src_port_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14796987 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 36591 |
| Zeros (%) | 50.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.30791963 |
|---|---|
| Coefficient of variation (CV) | 2.0809616 |
| Kurtosis | 2.7821327 |
| Mean | 0.14796987 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0889724 |
| Sum | 10776.35 |
| Variance | 0.094814497 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 36591 | |
| 0.01 | 10158 | 13.9% |
| 1 | 5877 | 8.1% |
| 0.02 | 3252 | 4.5% |
| 0.03 | 1872 | 2.6% |
| 0.04 | 1201 | 1.6% |
| 0.05 | 970 | 1.3% |
| 0.06 | 746 | 1.0% |
| 0.5 | 659 | 0.9% |
| 0.33 | 654 | 0.9% |
| Other values (91) | 10848 | 14.9% |
| Value | Count | Frequency (%) |
| 0 | 36591 | |
| 0.01 | 10158 | 13.9% |
| 0.02 | 3252 | 4.5% |
| 0.03 | 1872 | 2.6% |
| 0.04 | 1201 | 1.6% |
| 0.05 | 970 | 1.3% |
| 0.06 | 746 | 1.0% |
| 0.07 | 620 | 0.9% |
| 0.08 | 582 | 0.8% |
| 0.09 | 396 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 5877 | |
| 0.99 | 81 | 0.1% |
| 0.98 | 102 | 0.1% |
| 0.97 | 77 | 0.1% |
| 0.96 | 114 | 0.2% |
| 0.95 | 124 | 0.2% |
| 0.94 | 58 | 0.1% |
| 0.93 | 96 | 0.1% |
| 0.92 | 60 | 0.1% |
| 0.91 | 87 | 0.1% |
dst_host_serror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28517699 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 46954 |
| Zeros (%) | 64.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44505213 |
|---|---|
| Coefficient of variation (CV) | 1.5606172 |
| Kurtosis | -1.0540538 |
| Mean | 0.28517699 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.96212397 |
| Sum | 20768.87 |
| Variance | 0.1980714 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 46954 | |
| 1 | 19473 | |
| 0.01 | 1957 | 2.7% |
| 0.02 | 651 | 0.9% |
| 0.03 | 418 | 0.6% |
| 0.08 | 269 | 0.4% |
| 0.09 | 235 | 0.3% |
| 0.04 | 227 | 0.3% |
| 0.99 | 163 | 0.2% |
| 0.05 | 148 | 0.2% |
| Other values (91) | 2333 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 46954 | |
| 0.01 | 1957 | 2.7% |
| 0.02 | 651 | 0.9% |
| 0.03 | 418 | 0.6% |
| 0.04 | 227 | 0.3% |
| 0.05 | 148 | 0.2% |
| 0.06 | 127 | 0.2% |
| 0.07 | 105 | 0.1% |
| 0.08 | 269 | 0.4% |
| 0.09 | 235 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 19473 | |
| 0.99 | 163 | 0.2% |
| 0.98 | 90 | 0.1% |
| 0.97 | 61 | 0.1% |
| 0.96 | 59 | 0.1% |
| 0.95 | 35 | < 0.1% |
| 0.94 | 50 | 0.1% |
| 0.93 | 45 | 0.1% |
| 0.92 | 25 | < 0.1% |
| 0.91 | 30 | < 0.1% |
dst_host_srv_serror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 98 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27907865 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 49363 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44594876 |
|---|---|
| Coefficient of variation (CV) | 1.5979322 |
| Kurtosis | -1.0142757 |
| Mean | 0.27907865 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.98855458 |
| Sum | 20324.74 |
| Variance | 0.1988703 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 49363 | |
| 1 | 19847 | |
| 0.01 | 2131 | 2.9% |
| 0.02 | 332 | 0.5% |
| 0.03 | 96 | 0.1% |
| 0.5 | 81 | 0.1% |
| 0.04 | 58 | 0.1% |
| 0.08 | 48 | 0.1% |
| 0.05 | 44 | 0.1% |
| 0.09 | 39 | 0.1% |
| Other values (88) | 789 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 49363 | |
| 0.01 | 2131 | 2.9% |
| 0.02 | 332 | 0.5% |
| 0.03 | 96 | 0.1% |
| 0.04 | 58 | 0.1% |
| 0.05 | 44 | 0.1% |
| 0.06 | 30 | < 0.1% |
| 0.07 | 37 | 0.1% |
| 0.08 | 48 | 0.1% |
| 0.09 | 39 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 19847 | |
| 0.98 | 26 | < 0.1% |
| 0.97 | 36 | < 0.1% |
| 0.96 | 27 | < 0.1% |
| 0.95 | 14 | < 0.1% |
| 0.94 | 16 | < 0.1% |
| 0.93 | 10 | < 0.1% |
| 0.92 | 9 | < 0.1% |
| 0.91 | 13 | < 0.1% |
| 0.9 | 13 | < 0.1% |
dst_host_rerror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11837988 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 59674 |
| Zeros (%) | 81.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.30594402 |
|---|---|
| Coefficient of variation (CV) | 2.5844258 |
| Kurtosis | 3.7216699 |
| Mean | 0.11837988 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3534856 |
| Sum | 8621.37 |
| Variance | 0.093601746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 59674 | |
| 1 | 5883 | 8.1% |
| 0.01 | 1043 | 1.4% |
| 0.02 | 687 | 0.9% |
| 0.03 | 309 | 0.4% |
| 0.05 | 239 | 0.3% |
| 0.04 | 233 | 0.3% |
| 0.91 | 188 | 0.3% |
| 0.92 | 165 | 0.2% |
| 0.89 | 124 | 0.2% |
| Other values (91) | 4283 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 59674 | |
| 0.01 | 1043 | 1.4% |
| 0.02 | 687 | 0.9% |
| 0.03 | 309 | 0.4% |
| 0.04 | 233 | 0.3% |
| 0.05 | 239 | 0.3% |
| 0.06 | 117 | 0.2% |
| 0.07 | 86 | 0.1% |
| 0.08 | 94 | 0.1% |
| 0.09 | 45 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 5883 | |
| 0.99 | 40 | 0.1% |
| 0.98 | 36 | < 0.1% |
| 0.97 | 53 | 0.1% |
| 0.96 | 107 | 0.1% |
| 0.95 | 71 | 0.1% |
| 0.94 | 76 | 0.1% |
| 0.93 | 55 | 0.1% |
| 0.92 | 165 | 0.2% |
| 0.91 | 188 | 0.3% |
dst_host_srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11971879 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 61716 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.31885041 |
|---|---|
| Coefficient of variation (CV) | 2.6633281 |
| Kurtosis | 3.5533862 |
| Mean | 0.11971879 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3448552 |
| Sum | 8718.88 |
| Variance | 0.10166559 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 61716 | |
| 1 | 7565 | 10.4% |
| 0.01 | 785 | 1.1% |
| 0.02 | 339 | 0.5% |
| 0.04 | 222 | 0.3% |
| 0.03 | 199 | 0.3% |
| 0.05 | 187 | 0.3% |
| 0.98 | 130 | 0.2% |
| 0.99 | 110 | 0.2% |
| 0.06 | 102 | 0.1% |
| Other values (90) | 1473 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 61716 | |
| 0.01 | 785 | 1.1% |
| 0.02 | 339 | 0.5% |
| 0.03 | 199 | 0.3% |
| 0.04 | 222 | 0.3% |
| 0.05 | 187 | 0.3% |
| 0.06 | 102 | 0.1% |
| 0.07 | 40 | 0.1% |
| 0.08 | 37 | 0.1% |
| 0.09 | 21 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 7565 | |
| 0.99 | 110 | 0.2% |
| 0.98 | 130 | 0.2% |
| 0.97 | 57 | 0.1% |
| 0.96 | 57 | 0.1% |
| 0.95 | 49 | 0.1% |
| 0.94 | 48 | 0.1% |
| 0.93 | 26 | < 0.1% |
| 0.92 | 29 | < 0.1% |
| 0.91 | 31 | < 0.1% |
level
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.513964 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 31 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 569.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2661815 |
|---|---|
| Coefficient of variation (CV) | 0.11613127 |
| Kurtosis | 13.218426 |
| Mean | 19.513964 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.8730606 |
| Sum | 1421163 |
| Variance | 5.1355788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 21 | 36174 | |
| 18 | 12039 | 16.5% |
| 20 | 11177 | 15.3% |
| 19 | 5966 | 8.2% |
| 15 | 2260 | 3.1% |
| 17 | 1796 | 2.5% |
| 16 | 1339 | 1.8% |
| 12 | 429 | 0.6% |
| 14 | 395 | 0.5% |
| 11 | 348 | 0.5% |
| Other values (12) | 905 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 31 | < 0.1% |
| 1 | 35 | < 0.1% |
| 2 | 25 | < 0.1% |
| 3 | 42 | 0.1% |
| 4 | 43 | 0.1% |
| 5 | 48 | |
| 6 | 56 | |
| 7 | 67 | |
| 8 | 58 | |
| 9 | 109 |
| Value | Count | Frequency (%) |
| 21 | 36174 | |
| 20 | 11177 | 15.3% |
| 19 | 5966 | 8.2% |
| 18 | 12039 | 16.5% |
| 17 | 1796 | 2.5% |
| 16 | 1339 | 1.8% |
| 15 | 2260 | 3.1% |
| 14 | 395 | 0.5% |
| 13 | 256 | 0.4% |
| 12 | 429 | 0.6% |
outcome
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 MiB |
| normal | |
|---|---|
| neptune | |
| satan | 2094 |
| ipsweep | 2010 |
| portsweep | 1687 |
| Other values (16) |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 6.3847284 |
| Min length | 3 |
Characters and Unicode
| Total characters | 464987 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nmap |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | neptune |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 38989 | |
| neptune | 23840 | |
| satan | 2094 | 2.9% |
| ipsweep | 2010 | 2.8% |
| portsweep | 1687 | 2.3% |
| smurf | 1564 | 2.1% |
| nmap | 887 | 1.2% |
| teardrop | 523 | 0.7% |
| back | 517 | 0.7% |
| warezclient | 487 | 0.7% |
| Other values (11) | 230 | 0.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| normal | 38989 | |
| neptune | 23840 | |
| satan | 2094 | 2.9% |
| ipsweep | 2010 | 2.8% |
| portsweep | 1687 | 2.3% |
| smurf | 1564 | 2.1% |
| nmap | 887 | 1.2% |
| teardrop | 523 | 0.7% |
| back | 517 | 0.7% |
| warezclient | 487 | 0.7% |
| Other values (11) | 230 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 90153 | |
| e | 56685 | |
| a | 45676 | |
| r | 43852 | |
| m | 41463 | |
| o | 41379 | |
| l | 39525 | |
| p | 32816 | 7.1% |
| t | 28668 | 6.2% |
| u | 25465 | 5.5% |
| Other values (13) | 19305 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 464987 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 90153 | |
| e | 56685 | |
| a | 45676 | |
| r | 43852 | |
| m | 41463 | |
| o | 41379 | |
| l | 39525 | |
| p | 32816 | 7.1% |
| t | 28668 | 6.2% |
| u | 25465 | 5.5% |
| Other values (13) | 19305 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 464987 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 90153 | |
| e | 56685 | |
| a | 45676 | |
| r | 43852 | |
| m | 41463 | |
| o | 41379 | |
| l | 39525 | |
| p | 32816 | 7.1% |
| t | 28668 | 6.2% |
| u | 25465 | 5.5% |
| Other values (13) | 19305 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 464987 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 90153 | |
| e | 56685 | |
| a | 45676 | |
| r | 43852 | |
| m | 41463 | |
| o | 41379 | |
| l | 39525 | |
| p | 32816 | 7.1% |
| t | 28668 | 6.2% |
| u | 25465 | 5.5% |
| Other values (13) | 19305 | 4.2% |
| diff_srv_rate | dst_host_count | dst_host_rerror_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_rerror_rate | dst_host_srv_serror_rate | duration | flag | hot | is_guest_login | land | level | logged_in | num_access_files | num_compromised | num_failed_logins | num_file_creations | num_root | num_shells | outcome | protocol_type | rerror_rate | root_shell | serror_rate | src_bytes | srv_count | srv_diff_host_rate | su_attempted | wrong_fragment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| diff_srv_rate | 1.000 | 0.525 | 0.154 | -0.437 | -0.727 | 0.641 | -0.668 | 0.159 | 0.594 | -0.137 | 0.148 | -0.102 | 0.015 | 0.000 | -0.212 | 0.175 | -0.041 | -0.073 | -0.026 | -0.028 | -0.046 | 0.012 | 0.223 | 0.122 | 0.233 | 0.000 | 0.670 | -0.703 | -0.037 | -0.374 | 0.000 | 0.015 |
| dst_host_count | 0.525 | 1.000 | 0.050 | -0.691 | -0.527 | 0.421 | -0.346 | 0.028 | 0.379 | -0.072 | 0.161 | -0.071 | 0.068 | 0.040 | -0.131 | 0.467 | -0.002 | -0.045 | -0.028 | -0.030 | -0.060 | 0.020 | 0.232 | 0.226 | 0.080 | 0.029 | 0.428 | -0.406 | 0.224 | -0.310 | 0.015 | 0.053 |
| dst_host_rerror_rate | 0.154 | 0.050 | 1.000 | 0.044 | -0.244 | -0.192 | -0.260 | 0.880 | -0.272 | 0.059 | 0.328 | 0.089 | 0.033 | 0.000 | -0.186 | 0.276 | -0.010 | 0.125 | 0.040 | 0.003 | -0.010 | 0.023 | 0.235 | 0.124 | 0.838 | 0.014 | -0.228 | -0.227 | -0.211 | -0.137 | 0.009 | 0.149 |
| dst_host_same_src_port_rate | -0.437 | -0.691 | 0.044 | 1.000 | 0.302 | -0.453 | 0.151 | -0.005 | -0.450 | 0.180 | 0.153 | -0.003 | 0.039 | 0.041 | -0.122 | 0.213 | -0.012 | -0.005 | 0.012 | 0.021 | 0.064 | 0.035 | 0.274 | 0.435 | -0.012 | 0.000 | -0.484 | 0.378 | -0.195 | 0.158 | 0.000 | 0.145 |
| dst_host_same_srv_rate | -0.727 | -0.527 | -0.244 | 0.302 | 1.000 | -0.582 | 0.920 | -0.217 | -0.516 | -0.139 | 0.266 | 0.061 | 0.239 | 0.008 | 0.269 | 0.628 | 0.012 | 0.068 | 0.003 | -0.007 | -0.021 | 0.021 | 0.298 | 0.215 | -0.288 | 0.026 | -0.572 | 0.615 | 0.254 | 0.442 | 0.038 | 0.131 |
| dst_host_serror_rate | 0.641 | 0.421 | -0.192 | -0.453 | -0.582 | 1.000 | -0.529 | -0.205 | 0.920 | -0.158 | 0.346 | -0.062 | 0.062 | 0.060 | -0.179 | 0.497 | -0.026 | -0.030 | 0.008 | -0.005 | -0.035 | 0.013 | 0.318 | 0.215 | -0.179 | 0.042 | 0.936 | -0.624 | 0.048 | -0.330 | 0.074 | 0.105 |
| dst_host_srv_count | -0.668 | -0.346 | -0.260 | 0.151 | 0.920 | -0.529 | 1.000 | -0.246 | -0.471 | -0.156 | 0.252 | 0.006 | 0.166 | 0.016 | 0.379 | 0.645 | 0.013 | 0.010 | -0.026 | -0.021 | -0.031 | 0.018 | 0.296 | 0.254 | -0.308 | 0.010 | -0.523 | 0.617 | 0.295 | 0.397 | 0.016 | 0.116 |
| dst_host_srv_rerror_rate | 0.159 | 0.028 | 0.880 | -0.005 | -0.217 | -0.205 | -0.246 | 1.000 | -0.249 | 0.063 | 0.357 | 0.088 | 0.050 | 0.000 | -0.130 | 0.281 | -0.006 | 0.144 | 0.031 | 0.000 | -0.017 | 0.000 | 0.181 | 0.128 | 0.884 | 0.098 | -0.205 | -0.260 | -0.218 | -0.126 | 0.090 | 0.023 |
| dst_host_srv_serror_rate | 0.594 | 0.379 | -0.272 | -0.450 | -0.516 | 0.920 | -0.471 | -0.249 | 1.000 | -0.152 | 0.378 | -0.068 | 0.060 | 0.176 | -0.118 | 0.494 | -0.025 | -0.026 | 0.009 | -0.009 | -0.026 | 0.102 | 0.304 | 0.213 | -0.223 | 0.087 | 0.922 | -0.611 | 0.080 | -0.304 | 0.136 | 0.040 |
| duration | -0.137 | -0.072 | 0.059 | 0.180 | -0.139 | -0.158 | -0.156 | 0.063 | -0.152 | 1.000 | 0.186 | 0.225 | 0.013 | 0.000 | -0.004 | 0.063 | 0.049 | 0.073 | 0.063 | 0.085 | 0.043 | 0.000 | 0.163 | 0.081 | 0.049 | 0.200 | -0.185 | 0.225 | -0.318 | 0.015 | 0.210 | 0.000 |
| flag | 0.148 | 0.161 | 0.328 | 0.153 | 0.266 | 0.346 | 0.252 | 0.357 | 0.378 | 0.186 | 1.000 | 0.029 | 0.079 | 0.025 | 0.157 | 0.650 | 0.012 | 0.000 | 0.059 | 0.032 | 0.000 | 0.000 | 0.432 | 0.280 | 0.373 | 0.039 | 0.390 | 0.086 | 0.083 | 0.109 | 0.026 | 0.054 |
| hot | -0.102 | -0.071 | 0.089 | -0.003 | 0.061 | -0.062 | 0.006 | 0.088 | -0.068 | 0.225 | 0.029 | 1.000 | 0.930 | 0.000 | -0.148 | 0.114 | 0.002 | 0.514 | 0.095 | 0.059 | 0.009 | 0.000 | 0.145 | 0.030 | -0.011 | 0.041 | -0.085 | 0.202 | -0.142 | -0.029 | 0.000 | 0.000 |
| is_guest_login | 0.015 | 0.068 | 0.033 | 0.039 | 0.239 | 0.062 | 0.166 | 0.050 | 0.060 | 0.013 | 0.079 | 0.930 | 1.000 | 0.000 | 0.171 | 0.119 | 0.000 | 0.000 | 0.020 | 0.024 | 0.000 | 0.000 | 0.287 | 0.046 | 0.035 | 0.000 | 0.059 | 0.000 | 0.027 | 0.038 | 0.000 | 0.007 |
| land | 0.000 | 0.040 | 0.000 | 0.041 | 0.008 | 0.060 | 0.016 | 0.000 | 0.176 | 0.000 | 0.025 | 0.000 | 0.000 | 1.000 | 0.096 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.873 | 0.006 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 |
| level | -0.212 | -0.131 | -0.186 | -0.122 | 0.269 | -0.179 | 0.379 | -0.130 | -0.118 | -0.004 | 0.157 | -0.148 | 0.171 | 0.096 | 1.000 | 0.360 | 0.021 | -0.150 | -0.054 | -0.014 | -0.000 | 0.055 | 0.385 | 0.335 | -0.145 | 0.118 | -0.163 | 0.279 | -0.058 | 0.137 | 0.042 | 0.201 |
| logged_in | 0.175 | 0.467 | 0.276 | 0.213 | 0.628 | 0.497 | 0.645 | 0.281 | 0.494 | 0.063 | 0.650 | 0.114 | 0.119 | 0.012 | 0.360 | 1.000 | 0.068 | 0.009 | 0.012 | 0.028 | 0.011 | 0.023 | 0.729 | 0.386 | 0.289 | 0.045 | 0.490 | 0.002 | 0.229 | 0.336 | 0.031 | 0.075 |
| num_access_files | -0.041 | -0.002 | -0.010 | -0.012 | 0.012 | -0.026 | 0.013 | -0.006 | -0.025 | 0.049 | 0.012 | 0.002 | 0.000 | 0.000 | 0.021 | 0.068 | 1.000 | 0.107 | 0.006 | 0.064 | 0.108 | 0.023 | 0.053 | 0.016 | -0.019 | 0.412 | -0.034 | 0.062 | -0.046 | 0.004 | 0.457 | 0.000 |
| num_compromised | -0.073 | -0.045 | 0.125 | -0.005 | 0.068 | -0.030 | 0.010 | 0.144 | -0.026 | 0.073 | 0.000 | 0.514 | 0.000 | 0.000 | -0.150 | 0.009 | 0.107 | 1.000 | 0.026 | 0.098 | 0.170 | 0.000 | 0.000 | 0.000 | -0.003 | 0.177 | -0.061 | 0.152 | -0.075 | -0.015 | 0.207 | 0.000 |
| num_failed_logins | -0.026 | -0.028 | 0.040 | 0.012 | 0.003 | 0.008 | -0.026 | 0.031 | 0.009 | 0.063 | 0.059 | 0.095 | 0.020 | 0.000 | -0.054 | 0.012 | 0.006 | 0.026 | 1.000 | 0.058 | 0.025 | 0.000 | 0.340 | 0.008 | 0.035 | 0.072 | -0.022 | 0.014 | -0.041 | -0.018 | 0.114 | 0.000 |
| num_file_creations | -0.028 | -0.030 | 0.003 | 0.021 | -0.007 | -0.005 | -0.021 | 0.000 | -0.009 | 0.085 | 0.032 | 0.059 | 0.024 | 0.000 | -0.014 | 0.028 | 0.064 | 0.098 | 0.058 | 1.000 | 0.081 | 0.106 | 0.070 | 0.000 | -0.013 | 0.089 | -0.023 | 0.073 | -0.053 | -0.010 | 0.091 | 0.000 |
| num_root | -0.046 | -0.060 | -0.010 | 0.064 | -0.021 | -0.035 | -0.031 | -0.017 | -0.026 | 0.043 | 0.000 | 0.009 | 0.000 | 0.000 | -0.000 | 0.011 | 0.108 | 0.170 | 0.025 | 0.081 | 1.000 | 0.000 | 0.000 | 0.000 | -0.027 | 0.228 | -0.045 | 0.086 | -0.085 | -0.027 | 0.267 | 0.000 |
| num_shells | 0.012 | 0.020 | 0.023 | 0.035 | 0.021 | 0.013 | 0.018 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.023 | 0.023 | 0.000 | 0.000 | 0.106 | 0.000 | 1.000 | 0.265 | 0.004 | 0.000 | 0.159 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| outcome | 0.223 | 0.232 | 0.235 | 0.274 | 0.298 | 0.318 | 0.296 | 0.181 | 0.304 | 0.163 | 0.432 | 0.145 | 0.287 | 0.873 | 0.385 | 0.729 | 0.053 | 0.000 | 0.340 | 0.070 | 0.000 | 0.265 | 1.000 | 0.662 | 0.245 | 0.309 | 0.309 | 0.005 | 0.297 | 0.214 | 0.003 | 0.976 |
| protocol_type | 0.122 | 0.226 | 0.124 | 0.435 | 0.215 | 0.215 | 0.254 | 0.128 | 0.213 | 0.081 | 0.280 | 0.030 | 0.046 | 0.006 | 0.335 | 0.386 | 0.016 | 0.000 | 0.008 | 0.000 | 0.000 | 0.004 | 0.662 | 1.000 | 0.127 | 0.017 | 0.218 | 0.000 | 0.547 | 0.276 | 0.007 | 0.191 |
| rerror_rate | 0.233 | 0.080 | 0.838 | -0.012 | -0.288 | -0.179 | -0.308 | 0.884 | -0.223 | 0.049 | 0.373 | -0.011 | 0.035 | 0.000 | -0.145 | 0.289 | -0.019 | -0.003 | 0.035 | -0.013 | -0.027 | 0.000 | 0.245 | 0.127 | 1.000 | 0.003 | -0.174 | -0.362 | -0.206 | -0.148 | 0.000 | 0.022 |
| root_shell | 0.000 | 0.029 | 0.014 | 0.000 | 0.026 | 0.042 | 0.010 | 0.098 | 0.087 | 0.200 | 0.039 | 0.041 | 0.000 | 0.000 | 0.118 | 0.045 | 0.412 | 0.177 | 0.072 | 0.089 | 0.228 | 0.159 | 0.309 | 0.017 | 0.003 | 1.000 | 0.017 | 0.000 | 0.000 | 0.009 | 0.620 | 0.000 |
| serror_rate | 0.670 | 0.428 | -0.228 | -0.484 | -0.572 | 0.936 | -0.523 | -0.205 | 0.922 | -0.185 | 0.390 | -0.085 | 0.059 | 0.025 | -0.163 | 0.490 | -0.034 | -0.061 | -0.022 | -0.023 | -0.045 | 0.000 | 0.309 | 0.218 | -0.174 | 0.017 | 1.000 | -0.672 | 0.073 | -0.326 | 0.000 | 0.125 |
| src_bytes | -0.703 | -0.406 | -0.227 | 0.378 | 0.615 | -0.624 | 0.617 | -0.260 | -0.611 | 0.225 | 0.086 | 0.202 | 0.000 | 0.000 | 0.279 | 0.002 | 0.062 | 0.152 | 0.014 | 0.073 | 0.086 | 0.000 | 0.005 | 0.000 | -0.362 | 0.000 | -0.672 | 1.000 | -0.056 | 0.287 | 0.000 | 0.000 |
| srv_count | -0.037 | 0.224 | -0.211 | -0.195 | 0.254 | 0.048 | 0.295 | -0.218 | 0.080 | -0.318 | 0.083 | -0.142 | 0.027 | 0.000 | -0.058 | 0.229 | -0.046 | -0.075 | -0.041 | -0.053 | -0.085 | 0.000 | 0.297 | 0.547 | -0.206 | 0.000 | 0.073 | -0.056 | 1.000 | 0.234 | 0.000 | 0.249 |
| srv_diff_host_rate | -0.374 | -0.310 | -0.137 | 0.158 | 0.442 | -0.330 | 0.397 | -0.126 | -0.304 | 0.015 | 0.109 | -0.029 | 0.038 | 0.047 | 0.137 | 0.336 | 0.004 | -0.015 | -0.018 | -0.010 | -0.027 | 0.000 | 0.214 | 0.276 | -0.148 | 0.009 | -0.326 | 0.287 | 0.234 | 1.000 | 0.000 | 0.119 |
| su_attempted | 0.000 | 0.015 | 0.009 | 0.000 | 0.038 | 0.074 | 0.016 | 0.090 | 0.136 | 0.210 | 0.026 | 0.000 | 0.000 | 0.000 | 0.042 | 0.031 | 0.457 | 0.207 | 0.114 | 0.091 | 0.267 | 0.000 | 0.003 | 0.007 | 0.000 | 0.620 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| wrong_fragment | 0.015 | 0.053 | 0.149 | 0.145 | 0.131 | 0.105 | 0.116 | 0.023 | 0.040 | 0.000 | 0.054 | 0.000 | 0.007 | 0.000 | 0.201 | 0.075 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.976 | 0.191 | 0.022 | 0.000 | 0.125 | 0.000 | 0.249 | 0.119 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| duration | protocol_type | flag | src_bytes | land | wrong_fragment | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | srv_count | serror_rate | rerror_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | level | outcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | tcp | SH | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.00 | 0.00 | 0.00 | 0.00 | 144 | 1 | 0.01 | 0.94 | 0.94 | 1.0 | 0.0 | 0.0 | 19 | nmap |
| 1 | 0 | udp | SF | 105 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.00 | 0.00 | 0.40 | 0.00 | 255 | 245 | 0.96 | 0.02 | 0.00 | 0.0 | 0.0 | 0.0 | 21 | normal |
| 2 | 0 | udp | SF | 33 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0.00 | 0.00 | 0.00 | 0.67 | 255 | 255 | 1.00 | 0.01 | 0.00 | 0.0 | 0.0 | 0.0 | 21 | normal |
| 3 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1.00 | 0.00 | 0.08 | 0.00 | 255 | 13 | 0.05 | 0.00 | 1.00 | 1.0 | 0.0 | 0.0 | 18 | neptune |
| 4 | 0 | udp | SF | 43 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 201 | 0.00 | 0.00 | 0.00 | 0.01 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 18 | normal |
| 5 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 0.98 | 0.02 | 0.09 | 0.00 | 255 | 5 | 0.02 | 0.01 | 1.00 | 1.0 | 0.0 | 0.0 | 18 | neptune |
| 6 | 0 | tcp | SF | 210 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 21 | normal |
| 7 | 0 | tcp | SF | 205 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 21 | normal |
| 8 | 38460 | tcp | RSTR | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0.00 | 1.00 | 0.00 | 0.00 | 255 | 2 | 0.01 | 1.00 | 0.00 | 0.0 | 1.0 | 1.0 | 15 | portsweep |
| 9 | 0 | tcp | SF | 196 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 27 | 255 | 1.00 | 0.04 | 0.00 | 0.0 | 0.0 | 0.0 | 21 | normal |
| duration | protocol_type | flag | src_bytes | land | wrong_fragment | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | srv_count | serror_rate | rerror_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | level | outcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 72818 | 1 | tcp | SF | 1492 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0.0 | 0.0 | 0.00 | 1.00 | 244 | 165 | 0.63 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 21 | normal |
| 72819 | 0 | tcp | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 0.0 | 1.0 | 0.06 | 0.00 | 255 | 19 | 0.07 | 0.00 | 0.0 | 0.00 | 1.0 | 1.0 | 20 | neptune |
| 72820 | 0 | tcp | SF | 340 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0.0 | 0.0 | 0.00 | 0.00 | 85 | 255 | 1.00 | 0.01 | 0.0 | 0.00 | 0.0 | 0.0 | 21 | normal |
| 72821 | 0 | tcp | SF | 294 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0.0 | 0.0 | 0.00 | 0.00 | 77 | 255 | 1.00 | 0.01 | 0.0 | 0.00 | 0.0 | 0.0 | 21 | normal |
| 72822 | 0 | tcp | SF | 331 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.0 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 21 | normal |
| 72823 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23 | 1.0 | 0.0 | 0.06 | 0.00 | 255 | 23 | 0.09 | 0.00 | 1.0 | 1.00 | 0.0 | 0.0 | 21 | neptune |
| 72824 | 0 | udp | SF | 43 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 114 | 0.0 | 0.0 | 0.00 | 0.00 | 255 | 175 | 0.69 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 20 | normal |
| 72825 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 1.0 | 0.0 | 0.06 | 0.00 | 255 | 15 | 0.06 | 0.00 | 1.0 | 1.00 | 0.0 | 0.0 | 20 | neptune |
| 72826 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1.0 | 0.0 | 0.06 | 0.00 | 255 | 4 | 0.02 | 0.00 | 1.0 | 1.00 | 0.0 | 0.0 | 20 | neptune |
| 72827 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 1.0 | 0.0 | 0.00 | 0.38 | 4 | 255 | 1.00 | 0.25 | 1.0 | 0.02 | 0.0 | 0.0 | 18 | normal |
Most frequently occurring
| duration | protocol_type | flag | src_bytes | land | wrong_fragment | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | srv_count | serror_rate | rerror_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | level | outcome | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4746 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 19 | 0.07 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 158 |
| 4891 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 20 | 0.08 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 154 |
| 4620 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 18 | 0.07 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 111 |
| 4692 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 1.0 | 0.0 | 0.05 | 0.0 | 255 | 19 | 0.07 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 98 |
| 3334 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 8 | 0.03 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 96 |
| 4828 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 1.0 | 0.0 | 0.05 | 0.0 | 255 | 20 | 0.08 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 96 |
| 4979 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 1.0 | 0.0 | 0.05 | 0.0 | 255 | 24 | 0.09 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 18 | neptune | 94 |
| 2397 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.0 | 0.0 | 0.07 | 0.0 | 255 | 1 | 0.00 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 19 | neptune | 93 |
| 2812 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 4 | 0.02 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 86 |
| 3589 | 0 | tcp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 1.0 | 0.0 | 0.06 | 0.0 | 255 | 10 | 0.04 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 20 | neptune | 85 |